The couple first sparked engagement rumors last March when the actress appeared to be sporting an engagement ring during Paris Fashion Week — but split in July after a heated disagreement, which was caught on tape.

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They appeared to be back together after Shia was arrested in October for public intoxication. Neither party has confirmed the engagement at this time.